Animation of several objects depend on main object
It is possible to parent multiple objects to the same armature. Simply repeat whichever method you used to parent the human to the rig on the clothing. 

For example: Select the clothing and then shift select the rig and press "Ctrl + P" and then select "Armature Deform with Automatic Weights".